{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "from pylab import mpl\n",
    "\n",
    "# 设置显示中文字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# 设置正常显示符号\n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x, y_shanghai,label='%save海')\n",
    "# 多个图形绘制\n",
    "plt.plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 构造x,y轴刻度标签\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 刻度显示\n",
    "plt.xticks(x[::5], x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 添加图例\n",
    "plt.legend(loc=0)\n",
    "\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多个坐标系显示— plt.subplots(面向对象的画图方法)\n",
    "\n",
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "fig,axes=plt.subplots(nrows=1,ncols=2,figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "# 多个图形绘制\n",
    "# plt.plot(x, y_shanghai,label='上海')\n",
    "# plt.plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "axes[0].plot(x, y_shanghai,label='上海')\n",
    "axes[1].plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 构造x,y轴刻度标签\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 刻度显示\n",
    "# plt.xticks(x[::5], x_ticks_label[::5])\n",
    "# plt.yticks(y_ticks[::5])\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels( x_ticks_label[::5])\n",
    "\n",
    "\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels( x_ticks_label[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "# plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "axes[0].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "axes[1].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "# plt.xlabel(\"时间\")\n",
    "# plt.ylabel(\"温度\")\n",
    "# plt.title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 添加图例\n",
    "# plt.legend(loc=0)\n",
    "axes[0].legend(loc=0)\n",
    "axes[1].legend(loc=0)\n",
    "\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 这个是\n",
    "import numpy as np\n",
    "# 0.准备数据\n",
    "x=np.linspace(-10,10,1000)\n",
    "y=np.sin(x)\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制函数图像\n",
    "plt.plot(x,y)\n",
    "# 2.1 添加网格显示\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "# 折线图 plt.plot()\n",
    "# 散点图 plt.scatter()\n",
    "# 柱状图 plt.bar(x,width,align='center',**kwargs)\n",
    "# 直方图 plt.hist(x,bins=None) 横轴表示数据范围,纵轴表示分布情况\n",
    "# 饼图 plt.pie(x,labels,autopct,colors)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图 plt.scatter()\n",
    "\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "# 1.准备数据\n",
    "plt.figure(figsize=(8,8),dpi=100)\n",
    "# 2.创建画布\n",
    "plt.scatter(x,y)\n",
    "# 2.1 添加网格显示\n",
    "plt.grid()\n",
    "# 3.显示图像\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1:准备数据 ,创建画布\n",
    "movie_name=['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴', '降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "x=range(len(movie_name))\n",
    "y=[73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# 准备柱状图\n",
    "plt.bar(x,y,width=0.5,color=['b','r','g','y','c','m','y','k','c','g','b'])\n",
    "plt.xticks(x,movie_name)\n",
    "plt.grid()\n",
    "plt.title('电影的票房收入')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
